Overview
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Learn how to leverage artificial intelligence (AI) to solve complex problems in the field of information security. Along the way, explore the risks of using AI for security.
Syllabus
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Introduction
- Applying AI to information security
- What is artificial intelligence?
- Artificial intelligence for security
- Foundational disciplines of AI
- Discipline of learning
- End-to-end security framework
- Security controls
- Problem of scale
- Problem of context
- Problem of precision and accuracy
- Problem of speed
- Categories of machine learning
- Prediction by regression
- Classification of good versus bad
- Clustering, pattern, and anomaly detection
- Synthetic data generation
- Three ways AI can fail you
- One: Limitations and poor implementation
- Two: Attack against your AI implementation
- Three: Use of AI by criminals
- Getting your organization ready for AI
- Evaluating AI-based products
- Next steps
